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Dynamic Classification and Control Technology of Mining Roadways Based on Cluster Analysis of Mixed Data
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Jun-jie MA1, Gang-wei FAN2, Wen-xing WANG1, Xu-yang WANG2, *, Yan-lin WANG1
Science Technology and Engineering | 2025, 25(8) : 3172 - 3180
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Science Technology and Engineering | 2025, 25(8): 3172-3180
Mining and Metallurgical Engineering
Dynamic Classification and Control Technology of Mining Roadways Based on Cluster Analysis of Mixed Data
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Jun-jie MA1, Gang-wei FAN2, Wen-xing WANG1, Xu-yang WANG2, *, Yan-lin WANG1
Affiliations
  • 1 Xibei Mining Shaocai Coal Mine, Shandong Energy Group Pingliang 744000 China
  • 2 School of Mines China University of Mining and Technology Xuzhou 221000 China
Published: 2025-03-18 doi: 10.12404/j.issn.1671-1815.2403213
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In response to the issues of parameter homogenization and insufficient rationality in the support design of the mining roadway in the Lingtai mining area, it is highly significant to conduct classification research on the mining roadway and propose differentiated support strategies. Firstly, based on a systematic analysis of the geological conditions of the surrounding rock and the matching relationship with the support system in the mining roadway of the Lingtai mining area, six classification indicators were determined. Secondly, a mining roadway classification method based on mixed data clustering was proposed, extracting the informational characteristics of numerical and categorical indicators and introducing a penalty competition mechanism to dynamically optimize the number of clusters during the classification process. Subsequently, the proposed method was applied to classify 37 segments of the Lingtai mining area's mining roadways into four categories, validating the feasibility of the method. Finally, a field test was conducted in the D segment of the 2502 transport roadway in Shaozhai Coal Mine. The results indicate that the maximum convergence of the roof and floor of the test roadway segment is 109 mm, and the maximum convergence of the two sides is 113 mm, with a small range of surrounding rock damage. The dynamic classification and differentiated support method for mining roadways can achieve stable control of the surrounding rock in the roadways.

mining roadway classification  /  roadway surrounding rock control  /  cluster analysis  /  differential support
Jun-jie MA, Gang-wei FAN, Wen-xing WANG, Xu-yang WANG, Yan-lin WANG. Dynamic Classification and Control Technology of Mining Roadways Based on Cluster Analysis of Mixed Data[J]. Science Technology and Engineering, 2025 , 25 (8) : 3172 -3180 . DOI: 10.12404/j.issn.1671-1815.2403213
Year 2025 volume 25 Issue 8
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Article Info
doi: 10.12404/j.issn.1671-1815.2403213
  • Receive Date:2024-04-30
  • Online Date:2025-07-29
  • Published:2025-03-18
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  • Received:2024-04-30
  • Revised:2024-12-26
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Affiliations
    1 Xibei Mining Shaocai Coal Mine, Shandong Energy Group Pingliang 744000 China
    2 School of Mines China University of Mining and Technology Xuzhou 221000 China
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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